Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	2969
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	301.5 KiB
Average record size in memory	104.0 B

Variable types

Numeric	12

Alerts

`monetary` is highly overall correlated with `qtd_compras` and 3 other fields	High correlation
`qtd_compras` is highly overall correlated with `monetary` and 3 other fields	High correlation
`qtd_items` is highly overall correlated with `monetary` and 3 other fields	High correlation
`qtd_prods` is highly overall correlated with `monetary` and 3 other fields	High correlation
`recency` is highly overall correlated with `qtd_compras`	High correlation
`avg_ticket` is highly overall correlated with `unique_avg_basket`	High correlation
`avg_recency_days` is highly overall correlated with `frequency`	High correlation
`frequency` is highly overall correlated with `avg_recency_days`	High correlation
`unique_avg_basket` is highly overall correlated with `qtd_prods` and 1 other fields	High correlation
`avg_basket` is highly overall correlated with `monetary` and 1 other fields	High correlation
`avg_ticket` is highly skewed (γ1 = 53.44422362)	Skewed
`frequency` is highly skewed (γ1 = 24.88049136)	Skewed
`qtd_returns` is highly skewed (γ1 = 51.79774426)	Skewed
`avg_basket` is highly skewed (γ1 = 44.67271661)	Skewed
`customer_id` has unique values	Unique
`recency` has 34 (1.1%) zeros	Zeros
`qtd_returns` has 1481 (49.9%) zeros	Zeros

Reproduction

Analysis started	2023-06-12 15:59:33.249379
Analysis finished	2023-06-12 15:59:50.711278
Duration	17.46 seconds
Software version	ydata-profiling vv4.2.0
Download configuration	config.json

customer_id
Real number (ℝ)

Distinct	2969
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15270.773

Minimum	12347
Maximum	18287
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	12347
5-th percentile	12619.4
Q1	13799
median	15221
Q3	16768
95-th percentile	17964.6
Maximum	18287
Range	5940
Interquartile range (IQR)	2969

Descriptive statistics

Standard deviation	1718.9903
Coefficient of variation (CV)	0.11256734
Kurtosis	-1.2060947
Mean	15270.773
Median Absolute Deviation (MAD)	1488
Skewness	0.031607859
Sum	45338925
Variance	2954927.6
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12347	1	< 0.1%
16261	1	< 0.1%
16243	1	< 0.1%
16244	1	< 0.1%
16245	1	< 0.1%
16249	1	< 0.1%
16250	1	< 0.1%
16253	1	< 0.1%
16255	1	< 0.1%
16256	1	< 0.1%
Other values (2959)	2959	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12347	1	< 0.1%
12348	1	< 0.1%
12352	1	< 0.1%
12356	1	< 0.1%
12358	1	< 0.1%
12359	1	< 0.1%
12360	1	< 0.1%
12362	1	< 0.1%
12364	1	< 0.1%
12370	1	< 0.1%

Value	Count	Frequency (%)
18287	1	< 0.1%
18283	1	< 0.1%
18282	1	< 0.1%
18277	1	< 0.1%
18276	1	< 0.1%
18274	1	< 0.1%
18273	1	< 0.1%
18272	1	< 0.1%
18270	1	< 0.1%
18269	1	< 0.1%

monetary
Real number (ℝ)

Distinct	2954
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2749.3217

Minimum	6.2
Maximum	279138.02
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	6.2
5-th percentile	229.77
Q1	570.96
median	1086.92
Q3	2308.06
95-th percentile	7219.68
Maximum	279138.02
Range	279131.82
Interquartile range (IQR)	1737.1

Descriptive statistics

Standard deviation	10580.623
Coefficient of variation (CV)	3.8484486
Kurtosis	353.94472
Mean	2749.3217
Median Absolute Deviation (MAD)	672.16
Skewness	16.777556
Sum	8162736.2
Variance	1.1194959 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
734.94	2	0.1%
533.33	2	0.1%
379.65	2	0.1%
331	2	0.1%
2092.32	2	0.1%
889.93	2	0.1%
598.2	2	0.1%
1078.96	2	0.1%
745.06	2	0.1%
1314.45	2	0.1%
Other values (2944)	2949	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.2	1	< 0.1%
13.3	1	< 0.1%
15	1	< 0.1%
36.56	1	< 0.1%
45	1	< 0.1%
52	1	< 0.1%
52.2	1	< 0.1%
52.2	1	< 0.1%
62.43	1	< 0.1%
68.84	1	< 0.1%

Value	Count	Frequency (%)
279138.02	1	< 0.1%
259657.3	1	< 0.1%
194550.79	1	< 0.1%
168472.5	1	< 0.1%
140450.72	1	< 0.1%
124564.53	1	< 0.1%
117379.63	1	< 0.1%
91062.38	1	< 0.1%
72882.09	1	< 0.1%
66653.56	1	< 0.1%

qtd_compras
Real number (ℝ)

Distinct	56
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7231391

Minimum	1
Maximum	206
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	6
95-th percentile	17
Maximum	206
Range	205
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	8.8565313
Coefficient of variation (CV)	1.5474954
Kurtosis	190.83445
Mean	5.7231391
Median Absolute Deviation (MAD)	2
Skewness	10.766805
Sum	16992
Variance	78.438147
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	785	26.4%
3	499	16.8%
4	393	13.2%
5	237	8.0%
1	190	6.4%
6	173	5.8%
7	138	4.6%
8	98	3.3%
9	69	2.3%
10	55	1.9%
Other values (46)	332	11.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	190	6.4%
2	785	26.4%
3	499	16.8%
4	393	13.2%
5	237	8.0%
6	173	5.8%
7	138	4.6%
8	98	3.3%
9	69	2.3%
10	55	1.9%

Value	Count	Frequency (%)
206	1	< 0.1%
199	1	< 0.1%
124	1	< 0.1%
97	1	< 0.1%
91	2	0.1%
86	1	< 0.1%
72	1	< 0.1%
62	2	0.1%
60	1	< 0.1%
57	1	< 0.1%

qtd_items
Real number (ℝ)

Distinct	1671
Distinct (%)	56.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1608.8525

Minimum	1
Maximum	196844
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	102.4
Q1	296
median	641
Q3	1401
95-th percentile	4407.4
Maximum	196844
Range	196843
Interquartile range (IQR)	1105

Descriptive statistics

Standard deviation	5887.578
Coefficient of variation (CV)	3.6594891
Kurtosis	465.99808
Mean	1608.8525
Median Absolute Deviation (MAD)	422
Skewness	17.858591
Sum	4776683
Variance	34663575
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
310	11	0.4%
88	9	0.3%
150	9	0.3%
272	8	0.3%
246	8	0.3%
260	8	0.3%
84	8	0.3%
288	8	0.3%
219	7	0.2%
114	7	0.2%
Other values (1661)	2886	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	2	0.1%
12	2	0.1%
16	1	< 0.1%
17	1	< 0.1%
18	1	< 0.1%
19	1	< 0.1%
20	1	< 0.1%
23	1	< 0.1%
25	1	< 0.1%

Value	Count	Frequency (%)
196844	1	< 0.1%
80997	1	< 0.1%
80263	1	< 0.1%
77373	1	< 0.1%
69993	1	< 0.1%
64549	1	< 0.1%
64124	1	< 0.1%
63312	1	< 0.1%
58343	1	< 0.1%
57885	1	< 0.1%

qtd_prods
Real number (ℝ)

Distinct	468
Distinct (%)	15.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122.72415

Minimum	1
Maximum	7838
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	9
Q1	29
median	67
Q3	135
95-th percentile	382
Maximum	7838
Range	7837
Interquartile range (IQR)	106

Descriptive statistics

Standard deviation	269.89641
Coefficient of variation (CV)	2.1992119
Kurtosis	354.86113
Mean	122.72415
Median Absolute Deviation (MAD)	44
Skewness	15.707635
Sum	364368
Variance	72844.071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28	43	1.4%
20	37	1.2%
29	35	1.2%
35	35	1.2%
19	34	1.1%
15	33	1.1%
11	32	1.1%
26	31	1.0%
27	30	1.0%
25	30	1.0%
Other values (458)	2629	88.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	6	0.2%
2	14	0.5%
3	16	0.5%
4	17	0.6%
5	26	0.9%
6	29	1.0%
7	18	0.6%
8	19	0.6%
9	26	0.9%
10	28	0.9%

Value	Count	Frequency (%)
7838	1	< 0.1%
5673	1	< 0.1%
5095	1	< 0.1%
4580	1	< 0.1%
2698	1	< 0.1%
2379	1	< 0.1%
2060	1	< 0.1%
1818	1	< 0.1%
1673	1	< 0.1%
1637	1	< 0.1%

recency
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	272
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.287639

Minimum	0
Maximum	373
Zeros	34
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	11
median	31
Q3	81
95-th percentile	242
Maximum	373
Range	373
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	77.756779
Coefficient of variation (CV)	1.2095137
Kurtosis	2.7779627
Mean	64.287639
Median Absolute Deviation (MAD)	26
Skewness	1.7983795
Sum	190870
Variance	6046.1167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	99	3.3%
4	87	2.9%
2	85	2.9%
3	85	2.9%
8	76	2.6%
10	67	2.3%
9	66	2.2%
7	66	2.2%
17	64	2.2%
22	55	1.9%
Other values (262)	2219	74.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	1.1%
1	99	3.3%
2	85	2.9%
3	85	2.9%
4	87	2.9%
5	43	1.4%
7	66	2.2%
8	76	2.6%
9	66	2.2%
10	67	2.3%

Value	Count	Frequency (%)
373	2	0.1%
372	4	0.1%
371	1	< 0.1%
368	1	< 0.1%
366	4	0.1%
365	2	0.1%
364	1	< 0.1%
360	1	< 0.1%
359	1	< 0.1%
358	4	0.1%

avg_ticket
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	2966
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.897762

Minimum	2.1505882
Maximum	56157.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	2.1505882
5-th percentile	4.9166611
Q1	13.119333
median	17.956587
Q3	24.988286
95-th percentile	90.497
Maximum	56157.5
Range	56155.349
Interquartile range (IQR)	11.868952

Descriptive statistics

Standard deviation	1036.9344
Coefficient of variation (CV)	19.98033
Kurtosis	2890.7071
Mean	51.897762
Median Absolute Deviation (MAD)	5.984842
Skewness	53.444224
Sum	154084.45
Variance	1075233
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.47833333	2	0.1%
15	2	0.1%
4.162	2	0.1%
23.68131868	1	< 0.1%
38.54451852	1	< 0.1%
8.021568627	1	< 0.1%
16.73351648	1	< 0.1%
15.70733333	1	< 0.1%
26.08797101	1	< 0.1%
16.22666667	1	< 0.1%
Other values (2956)	2956	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.150588235	1	< 0.1%
2.4325	1	< 0.1%
2.462371134	1	< 0.1%
2.511241379	1	< 0.1%
2.515333333	1	< 0.1%
2.65	1	< 0.1%
2.656931818	1	< 0.1%
2.707598253	1	< 0.1%
2.760621572	1	< 0.1%
2.770464191	1	< 0.1%

Value	Count	Frequency (%)
56157.5	1	< 0.1%
4453.43	1	< 0.1%
3202.92	1	< 0.1%
1687.2	1	< 0.1%
952.9875	1	< 0.1%
872.13	1	< 0.1%
841.0214493	1	< 0.1%
651.1683333	1	< 0.1%
640	1	< 0.1%
624.4	1	< 0.1%

avg_recency_days
Real number (ℝ)

Distinct	1258
Distinct (%)	42.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.348511

Minimum	1
Maximum	366
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	8
Q1	25.923077
median	48.285714
Q3	85.333333
95-th percentile	201
Maximum	366
Range	365
Interquartile range (IQR)	59.410256

Descriptive statistics

Standard deviation	63.544929
Coefficient of variation (CV)	0.94352388
Kurtosis	4.8871091
Mean	67.348511
Median Absolute Deviation (MAD)	26.285714
Skewness	2.0627709
Sum	199957.73
Variance	4037.958
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	25	0.8%
4	22	0.7%
70	21	0.7%
7	20	0.7%
35	19	0.6%
49	18	0.6%
11	17	0.6%
21	17	0.6%
46	17	0.6%
6	16	0.5%
Other values (1248)	2777	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	16	0.5%
1.5	1	< 0.1%
2	13	0.4%
2.5	1	< 0.1%
2.601398601	1	< 0.1%
3	15	0.5%
3.321428571	1	< 0.1%
3.330357143	1	< 0.1%
3.5	2	0.1%
4	22	0.7%

Value	Count	Frequency (%)
366	1	< 0.1%
365	1	< 0.1%
363	1	< 0.1%
362	1	< 0.1%
357	2	0.1%
356	1	< 0.1%
355	2	0.1%
352	1	< 0.1%
351	2	0.1%
350	3	0.1%

frequency
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	1225
Distinct (%)	41.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1137973

Minimum	0.0054495913
Maximum	17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	0.0054495913
5-th percentile	0.0088941642
Q1	0.016339869
median	0.025889968
Q3	0.049450549
95-th percentile	1
Maximum	17
Range	16.99455
Interquartile range (IQR)	0.03311068

Descriptive statistics

Standard deviation	0.40815625
Coefficient of variation (CV)	3.5866953
Kurtosis	989.36508
Mean	0.1137973
Median Absolute Deviation (MAD)	0.012191338
Skewness	24.880491
Sum	337.8642
Variance	0.16659153
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	198	6.7%
0.0625	18	0.6%
0.02777777778	17	0.6%
0.02380952381	16	0.5%
0.08333333333	15	0.5%
0.09090909091	15	0.5%
0.02941176471	14	0.5%
0.03448275862	14	0.5%
0.07692307692	13	0.4%
0.03571428571	13	0.4%
Other values (1215)	2636	88.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.005449591281	1	< 0.1%
0.005464480874	1	< 0.1%
0.005479452055	1	< 0.1%
0.005494505495	1	< 0.1%
0.005586592179	2	0.1%
0.005602240896	1	< 0.1%
0.005617977528	2	0.1%
0.00566572238	1	< 0.1%
0.005681818182	2	0.1%
0.005698005698	3	0.1%

Value	Count	Frequency (%)
17	1	< 0.1%
3	1	< 0.1%
2	6	0.2%
1.142857143	1	< 0.1%
1	198	6.7%
0.75	1	< 0.1%
0.6666666667	3	0.1%
0.550802139	1	< 0.1%
0.5335120643	1	< 0.1%
0.5	3	0.1%

qtd_returns
Real number (ℝ)

SKEWED ZEROS

Distinct	214
Distinct (%)	7.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.156955

Minimum	0
Maximum	80995
Zeros	1481
Zeros (%)	49.9%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	9
95-th percentile	100.6
Maximum	80995
Range	80995
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	1512.4961
Coefficient of variation (CV)	24.333498
Kurtosis	2765.5286
Mean	62.156955
Median Absolute Deviation (MAD)	1
Skewness	51.797744
Sum	184544
Variance	2287644.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1481	49.9%
1	164	5.5%
2	148	5.0%
3	105	3.5%
4	89	3.0%
6	78	2.6%
5	61	2.1%
12	51	1.7%
8	43	1.4%
7	43	1.4%
Other values (204)	706	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1481	49.9%
1	164	5.5%
2	148	5.0%
3	105	3.5%
4	89	3.0%
5	61	2.1%
6	78	2.6%
7	43	1.4%
8	43	1.4%
9	41	1.4%

Value	Count	Frequency (%)
80995	1	< 0.1%
9014	1	< 0.1%
8004	1	< 0.1%
4427	1	< 0.1%
3768	1	< 0.1%
3332	1	< 0.1%
2878	1	< 0.1%
2022	1	< 0.1%
2012	1	< 0.1%
1776	1	< 0.1%

unique_avg_basket
Real number (ℝ)

Distinct	906
Distinct (%)	30.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.484591

Minimum	0.2
Maximum	259
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	0.2
5-th percentile	2
Q1	7.6666667
median	13.6
Q3	22.142857
95-th percentile	46
Maximum	259
Range	258.8
Interquartile range (IQR)	14.47619

Descriptive statistics

Standard deviation	15.460307
Coefficient of variation (CV)	0.8842247
Kurtosis	29.317441
Mean	17.484591
Median Absolute Deviation (MAD)	6.6
Skewness	3.4358615
Sum	51911.752
Variance	239.02111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	42	1.4%
9	41	1.4%
8	39	1.3%
16	39	1.3%
17	38	1.3%
14	38	1.3%
7	36	1.2%
11	36	1.2%
5	36	1.2%
15	35	1.2%
Other values (896)	2589	87.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2	1	< 0.1%
0.25	3	0.1%
0.3333333333	6	0.2%
0.4	1	< 0.1%
0.4090909091	1	< 0.1%
0.5	12	0.4%
0.5454545455	1	< 0.1%
0.5555555556	1	< 0.1%
0.5714285714	1	< 0.1%
0.6176470588	1	< 0.1%

Value	Count	Frequency (%)
259	1	< 0.1%
177	1	< 0.1%
148	1	< 0.1%
127	1	< 0.1%
105	1	< 0.1%
104	1	< 0.1%
101	1	< 0.1%
98	1	< 0.1%
95.5	1	< 0.1%
94.33333333	1	< 0.1%

avg_basket
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	1979
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	249.81376

Minimum	1
Maximum	40498.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.4 KiB

Quantile statistics

Minimum	1
5-th percentile	44
Q1	103.25
median	172.33333
Q3	281.69231
95-th percentile	600
Maximum	40498.5
Range	40497.5
Interquartile range (IQR)	178.44231

Descriptive statistics

Standard deviation	791.55519
Coefficient of variation (CV)	3.1685812
Kurtosis	2255.5382
Mean	249.81376
Median Absolute Deviation (MAD)	83.083333
Skewness	44.672717
Sum	741697.07
Variance	626559.62
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	11	0.4%
114	10	0.3%
86	9	0.3%
82	9	0.3%
73	9	0.3%
136	8	0.3%
60	8	0.3%
75	8	0.3%
88	8	0.3%
197	7	0.2%
Other values (1969)	2882	97.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	0.1%
2	1	< 0.1%
3.333333333	1	< 0.1%
5.333333333	1	< 0.1%
5.666666667	1	< 0.1%
6.142857143	1	< 0.1%
7.5	1	< 0.1%
9	1	< 0.1%
9.5	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
40498.5	1	< 0.1%
6009.333333	1	< 0.1%
4282	1	< 0.1%
3906	1	< 0.1%
3868.65	1	< 0.1%
2880	1	< 0.1%
2801	1	< 0.1%
2733.944444	1	< 0.1%
2518.769231	1	< 0.1%
2160.333333	1	< 0.1%

Auto

Heatmap
Table

	customer_id	monetary	qtd_compras	qtd_items	qtd_prods	recency	avg_ticket	avg_recency_days	frequency	qtd_returns	unique_avg_basket	avg_basket
customer_id	1.000	-0.076	0.026	-0.070	0.013	0.001	-0.131	0.019	-0.002	-0.063	-0.016	-0.123
monetary	-0.076	1.000	0.770	0.925	0.744	-0.415	0.246	-0.247	0.090	0.372	0.104	0.574
qtd_compras	0.026	0.770	1.000	0.716	0.690	-0.502	0.059	-0.259	0.079	0.294	-0.181	0.100
qtd_items	-0.070	0.925	0.716	1.000	0.730	-0.408	0.167	-0.227	0.080	0.344	0.147	0.729
qtd_prods	0.013	0.744	0.690	0.730	1.000	-0.435	-0.377	-0.166	0.036	0.242	0.516	0.383
recency	0.001	-0.415	-0.502	-0.408	-0.435	1.000	0.048	0.108	0.018	-0.120	0.015	-0.098
avg_ticket	-0.131	0.246	0.059	0.167	-0.377	0.048	1.000	-0.122	0.090	0.190	-0.618	0.188
avg_recency_days	0.019	-0.247	-0.259	-0.227	-0.166	0.108	-0.122	1.000	-0.881	-0.396	0.130	-0.077
frequency	-0.002	0.090	0.079	0.080	0.036	0.018	0.090	-0.881	1.000	0.234	-0.121	0.027
qtd_returns	-0.063	0.372	0.294	0.344	0.242	-0.120	0.190	-0.396	0.234	1.000	-0.054	0.210
unique_avg_basket	-0.016	0.104	-0.181	0.147	0.516	0.015	-0.618	0.130	-0.121	-0.054	1.000	0.402
avg_basket	-0.123	0.574	0.100	0.729	0.383	-0.098	0.188	-0.077	0.027	0.210	0.402	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	customer_id	monetary	qtd_compras	qtd_items	qtd_prods	recency	avg_ticket	avg_recency_days	frequency	qtd_returns	unique_avg_basket	avg_basket
1	12347.0	4310.00	7	2458	182	2	23.681319	60.833333	0.019126	0.0	14.714286	351.142857
2	12348.0	1437.24	4	2332	27	75	53.231111	94.333333	0.014085	0.0	5.250000	583.000000
5	12352.0	1385.74	7	526	77	36	17.996623	43.333333	0.026820	63.0	8.142857	75.142857
9	12356.0	2487.43	3	1573	58	22	42.886724	151.500000	0.009868	0.0	17.333333	524.333333
11	12358.0	928.06	2	242	17	1	54.591765	149.000000	0.013333	0.0	6.000000	121.000000
12	12359.0	6372.58	4	1622	248	57	25.695887	64.800000	0.014545	10.0	53.500000	405.500000
13	12360.0	2302.06	3	1156	126	52	18.270317	74.000000	0.020134	0.0	34.666667	385.333333
15	12362.0	4737.23	10	2197	256	3	18.504805	24.333333	0.034130	17.0	20.000000	219.700000
16	12364.0	1208.10	4	1499	81	7	14.914815	35.000000	0.037736	0.0	17.250000	374.750000
19	12370.0	3425.69	4	2350	166	51	20.636687	103.000000	0.012903	0.0	35.500000	587.500000

	customer_id	monetary	qtd_compras	qtd_items	qtd_prods	recency	avg_ticket	avg_recency_days	frequency	qtd_returns	unique_avg_basket	avg_basket
4317	18269.0	168.60	1	76	7	366	24.085714	8.000000	1.000000	6.0	7.000000	76.000000
4318	18270.0	283.15	2	101	11	38	25.740909	114.000000	0.008734	3.0	5.500000	50.500000
4319	18272.0	3078.58	6	2050	166	2	18.545663	40.666667	0.024490	6.0	16.500000	341.666667
4320	18273.0	204.00	3	80	3	2	68.000000	127.500000	0.011719	0.0	0.333333	26.666667
4321	18274.0	175.92	1	88	11	30	15.992727	13.000000	1.000000	88.0	11.000000	88.000000
4322	18276.0	335.86	1	186	14	43	23.990000	22.000000	1.000000	2.0	14.000000	186.000000
4323	18277.0	110.38	1	68	8	58	13.797500	260.000000	1.000000	1.0	8.000000	68.000000
4327	18282.0	178.05	2	103	12	7	14.837500	59.500000	0.016667	5.0	6.000000	51.500000
4328	18283.0	2088.93	16	1395	754	3	2.770464	25.692308	0.047761	0.0	16.375000	87.187500
4329	18287.0	1837.28	3	1586	70	42	26.246857	79.500000	0.018750	0.0	19.666667	528.666667

Overview

Variables

Interactions

Correlations

Missing values

Sample